ArticleBehavior research methods2018
The reliability paradox: Why robust cognitive tasks do not produce reliable individual differences.
Article in Behavior research methods, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 643 papers, 7 of them syntheses that pooled it.
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Who cites it
643 citing papers in PubMed, 7 syntheses or guidelines pooled it, 1,504 citations in OpenAlex.
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- A meta-analysis on the relationship between subjective cognitive failures as measured by the cognitive failures questionnaire (CFQ) and objective performance on executive function tasks.Psychonomic bulletin & review · 2025Pooled it
- Meta-analytic evidence for the complex mechanisms underlying congruency sequence effect.Psychological research · 2025Pooled it
- Individual differences in attention control: A meta-analysis and re-analysis of latent variable studies.Psychonomic bulletin & review · 2024Pooled it
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- Cognitive control capacity as a selective capacity constraint across cognitive control processes: a multimethod examination using network analysis and LASSO regression.Psychological research · 2026Article
- Phonetic stability predicts individual differences in acoustic-phonetic cue weighting.Psychonomic bulletin & review · 2026Article
- Channel-Specific Stimulus Sensitivity, Reliability, and Complementarity of Multimodal Wearable Sensing During Short-Form Influencer Video Exposure.Sensors (Basel, Switzerland) · 2026Article
- Bayesian distributional models of executive functioning.Behavior research methods · 2026Article
- The next generation of fear generalization.Trends in cognitive sciences · 2026Review
- Individual differences in empathy-related responses in early childhood: A person-centred approach.The British journal of developmental psychology · 2026Article
- Examining early inhibitory control and emotion regulation as predictors of childhood internalizing and externalizing problems: A longitudinal study.JCPP advances · 2026Article
- Emotion-specific amygdala habituation in treatment-referred young adults with antisocial histories: links with internalizing and externalizing symptoms and future recidivism.Neuroimage. Reports · 2026Article
583 more citing papers are in PubMed but not listed here.
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Authors and funding
3 authors at 1 institution in 1 country.
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Abstract
Individual differences in cognitive paradigms are increasingly employed to relate cognition to brain structure, chemistry, and function. However, such efforts are often unfruitful, even with the most well established tasks. Here we offer an explanation for failures in the application of robust cognitive paradigms to the study of individual differences. Experimental effects become well established - and thus those tasks become popular - when between-subject variability is low. However, low between-subject variability causes low reliability for individual differences, destroying replicable correlations with other factors and potentially undermining published conclusions drawn from correlational relationships. Though these statistical issues have a long history in psychology, they are widely overlooked in cognitive psychology and neuroscience today. In three studies, we assessed test-retest reliability of seven classic tasks: Eriksen Flanker, Stroop, stop-signal, go/no-go, Posner cueing, Navon, and Spatial-Numerical Association of Response Code (SNARC). Reliabilities ranged from 0 to .82, being surprisingly low for most tasks given their common use. As we predicted, this emerged from low variance between individuals rather than high measurement variance. In other words, the very reason such tasks produce robust and easily replicable experimental effects - low between-participant variability - makes their use as correlational tools problematic. We demonstrate that taking such reliability estimates into account has the potential to qualitatively change theoretical conclusions. The implications of our findings are that well-established approaches in experimental psychology and neuropsychology may not directly translate to the study of individual differences in brain structure, chemistry, and function, and alternative metrics may be required.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.